Family: lognormal
Links: mu = identity
Formula: Words.RT ~ Condition * Contrast + (Condition * Contrast | Subject)
Data: ota2009 (Number of observations: 2338)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Multilevel Hyperparameters:
~Subject (Number of levels: 20)
Estimate
sd(Intercept) 0.37
sd(ConditionUnrelated) 0.04
sd(ContrastLR) 0.04
sd(ContrastPB) 0.05
sd(ConditionUnrelated:ContrastLR) 0.07
sd(ConditionUnrelated:ContrastPB) 0.05
cor(Intercept,ConditionUnrelated) 0.04
cor(Intercept,ContrastLR) -0.14
cor(ConditionUnrelated,ContrastLR) 0.07
cor(Intercept,ContrastPB) -0.03
cor(ConditionUnrelated,ContrastPB) -0.09
cor(ContrastLR,ContrastPB) 0.08
cor(Intercept,ConditionUnrelated:ContrastLR) -0.16
cor(ConditionUnrelated,ConditionUnrelated:ContrastLR) -0.03
cor(ContrastLR,ConditionUnrelated:ContrastLR) 0.03
cor(ContrastPB,ConditionUnrelated:ContrastLR) 0.05
cor(Intercept,ConditionUnrelated:ContrastPB) 0.13
cor(ConditionUnrelated,ConditionUnrelated:ContrastPB) -0.10
cor(ContrastLR,ConditionUnrelated:ContrastPB) -0.01
cor(ContrastPB,ConditionUnrelated:ContrastPB) -0.07
cor(ConditionUnrelated:ContrastLR,ConditionUnrelated:ContrastPB) 0.01
Est.Error
sd(Intercept) 0.07
sd(ConditionUnrelated) 0.03
sd(ContrastLR) 0.03
sd(ContrastPB) 0.03
sd(ConditionUnrelated:ContrastLR) 0.04
sd(ConditionUnrelated:ContrastPB) 0.03
cor(Intercept,ConditionUnrelated) 0.33
cor(Intercept,ContrastLR) 0.36
cor(ConditionUnrelated,ContrastLR) 0.37
cor(Intercept,ContrastPB) 0.34
cor(ConditionUnrelated,ContrastPB) 0.37
cor(ContrastLR,ContrastPB) 0.39
cor(Intercept,ConditionUnrelated:ContrastLR) 0.33
cor(ConditionUnrelated,ConditionUnrelated:ContrastLR) 0.37
cor(ContrastLR,ConditionUnrelated:ContrastLR) 0.37
cor(ContrastPB,ConditionUnrelated:ContrastLR) 0.37
cor(Intercept,ConditionUnrelated:ContrastPB) 0.37
cor(ConditionUnrelated,ConditionUnrelated:ContrastPB) 0.37
cor(ContrastLR,ConditionUnrelated:ContrastPB) 0.38
cor(ContrastPB,ConditionUnrelated:ContrastPB) 0.38
cor(ConditionUnrelated:ContrastLR,ConditionUnrelated:ContrastPB) 0.37
l-90% CI
sd(Intercept) 0.27
sd(ConditionUnrelated) 0.00
sd(ContrastLR) 0.00
sd(ContrastPB) 0.00
sd(ConditionUnrelated:ContrastLR) 0.01
sd(ConditionUnrelated:ContrastPB) 0.00
cor(Intercept,ConditionUnrelated) -0.50
cor(Intercept,ContrastLR) -0.68
cor(ConditionUnrelated,ContrastLR) -0.56
cor(Intercept,ContrastPB) -0.59
cor(ConditionUnrelated,ContrastPB) -0.68
cor(ContrastLR,ContrastPB) -0.57
cor(Intercept,ConditionUnrelated:ContrastLR) -0.66
cor(ConditionUnrelated,ConditionUnrelated:ContrastLR) -0.63
cor(ContrastLR,ConditionUnrelated:ContrastLR) -0.59
cor(ContrastPB,ConditionUnrelated:ContrastLR) -0.57
cor(Intercept,ConditionUnrelated:ContrastPB) -0.50
cor(ConditionUnrelated,ConditionUnrelated:ContrastPB) -0.68
cor(ContrastLR,ConditionUnrelated:ContrastPB) -0.63
cor(ContrastPB,ConditionUnrelated:ContrastPB) -0.66
cor(ConditionUnrelated:ContrastLR,ConditionUnrelated:ContrastPB) -0.61
u-90% CI Rhat
sd(Intercept) 0.49 1.00
sd(ConditionUnrelated) 0.10 1.00
sd(ContrastLR) 0.09 1.00
sd(ContrastPB) 0.11 1.00
sd(ConditionUnrelated:ContrastLR) 0.14 1.00
sd(ConditionUnrelated:ContrastPB) 0.11 1.00
cor(Intercept,ConditionUnrelated) 0.57 1.00
cor(Intercept,ContrastLR) 0.48 1.00
cor(ConditionUnrelated,ContrastLR) 0.67 1.00
cor(Intercept,ContrastPB) 0.55 1.00
cor(ConditionUnrelated,ContrastPB) 0.55 1.00
cor(ContrastLR,ContrastPB) 0.68 1.00
cor(Intercept,ConditionUnrelated:ContrastLR) 0.40 1.00
cor(ConditionUnrelated,ConditionUnrelated:ContrastLR) 0.61 1.00
cor(ContrastLR,ConditionUnrelated:ContrastLR) 0.63 1.00
cor(ContrastPB,ConditionUnrelated:ContrastLR) 0.63 1.00
cor(Intercept,ConditionUnrelated:ContrastPB) 0.71 1.00
cor(ConditionUnrelated,ConditionUnrelated:ContrastPB) 0.53 1.00
cor(ContrastLR,ConditionUnrelated:ContrastPB) 0.61 1.00
cor(ContrastPB,ConditionUnrelated:ContrastPB) 0.58 1.00
cor(ConditionUnrelated:ContrastLR,ConditionUnrelated:ContrastPB) 0.62 1.00
Bulk_ESS
sd(Intercept) 1355
sd(ConditionUnrelated) 1820
sd(ContrastLR) 2509
sd(ContrastPB) 1763
sd(ConditionUnrelated:ContrastLR) 1487
sd(ConditionUnrelated:ContrastPB) 2509
cor(Intercept,ConditionUnrelated) 6611
cor(Intercept,ContrastLR) 6265
cor(ConditionUnrelated,ContrastLR) 4357
cor(Intercept,ContrastPB) 7466
cor(ConditionUnrelated,ContrastPB) 3606
cor(ContrastLR,ContrastPB) 3538
cor(Intercept,ConditionUnrelated:ContrastLR) 6014
cor(ConditionUnrelated,ConditionUnrelated:ContrastLR) 4019
cor(ContrastLR,ConditionUnrelated:ContrastLR) 3376
cor(ContrastPB,ConditionUnrelated:ContrastLR) 3374
cor(Intercept,ConditionUnrelated:ContrastPB) 8227
cor(ConditionUnrelated,ConditionUnrelated:ContrastPB) 4609
cor(ContrastLR,ConditionUnrelated:ContrastPB) 4686
cor(ContrastPB,ConditionUnrelated:ContrastPB) 3919
cor(ConditionUnrelated:ContrastLR,ConditionUnrelated:ContrastPB) 3631
Tail_ESS
sd(Intercept) 1820
sd(ConditionUnrelated) 2440
sd(ContrastLR) 2614
sd(ContrastPB) 2249
sd(ConditionUnrelated:ContrastLR) 2033
sd(ConditionUnrelated:ContrastPB) 2661
cor(Intercept,ConditionUnrelated) 3172
cor(Intercept,ContrastLR) 2995
cor(ConditionUnrelated,ContrastLR) 3364
cor(Intercept,ContrastPB) 3082
cor(ConditionUnrelated,ContrastPB) 3187
cor(ContrastLR,ContrastPB) 3192
cor(Intercept,ConditionUnrelated:ContrastLR) 3094
cor(ConditionUnrelated,ConditionUnrelated:ContrastLR) 3312
cor(ContrastLR,ConditionUnrelated:ContrastLR) 3024
cor(ContrastPB,ConditionUnrelated:ContrastLR) 3652
cor(Intercept,ConditionUnrelated:ContrastPB) 2671
cor(ConditionUnrelated,ConditionUnrelated:ContrastPB) 3302
cor(ContrastLR,ConditionUnrelated:ContrastPB) 3492
cor(ContrastPB,ConditionUnrelated:ContrastPB) 3482
cor(ConditionUnrelated:ContrastLR,ConditionUnrelated:ContrastPB) 3511
Regression Coefficients:
Estimate Est.Error l-90% CI u-90% CI Rhat
Intercept 7.63 0.09 7.49 7.78 1.00
ConditionUnrelated 0.10 0.03 0.05 0.15 1.00
ContrastLR 0.07 0.03 0.01 0.12 1.00
ContrastPB -0.01 0.03 -0.06 0.05 1.00
ConditionUnrelated:ContrastLR -0.04 0.05 -0.12 0.04 1.00
ConditionUnrelated:ContrastPB -0.06 0.04 -0.13 0.01 1.00
Bulk_ESS Tail_ESS
Intercept 820 1514
ConditionUnrelated 4094 3360
ContrastLR 4295 2723
ContrastPB 4510 3191
ConditionUnrelated:ContrastLR 4317 3249
ConditionUnrelated:ContrastPB 4524 3497
Further Distributional Parameters:
Estimate Est.Error l-90% CI u-90% CI Rhat Bulk_ESS Tail_ESS
sigma 0.43 0.01 0.42 0.44 1.00 7787 2574
Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).